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相关论文: DialFRED: Dialogue-Enabled Agents for Embodied Ins…

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Real-world requests to AI agents are fundamentally underspecified. Natural human communication relies on shared context and unstated constraints that speakers expect listeners to infer. Current agentic benchmarks test explicit…

人工智能 · 计算机科学 2026-02-25 Ved Sirdeshmukh , Marc Wetter

The ultimate goal of embodied agents is to create collaborators that can interact with humans, not mere executors that passively follow instructions. This requires agents to communicate, coordinate, and adapt their actions based on human…

机器人学 · 计算机科学 2025-09-22 Xingyao Lin , Xinghao Zhu , Tianyi Lu , Sicheng Xie , Hui Zhang , Xipeng Qiu , Zuxuan Wu , Yu-Gang Jiang

Benchmarks for language-guided embodied agents typically assume text-based instructions, but deployed agents will encounter spoken instructions. While Automatic Speech Recognition (ASR) models can bridge the input gap, erroneous ASR…

计算与语言 · 计算机科学 2023-10-11 Allen Chang , Xiaoyuan Zhu , Aarav Monga , Seoho Ahn , Tejas Srinivasan , Jesse Thomason

We present EmbodiedHead, a speech-driven talking-head framework that equips LLMs with real-time visual avatars for conversation. A practical embodied avatar must achieve real-time generation, unified listening-speaking behavior, and high…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Yu Zhang , Kaiyuan Shen , Yang Li

In real-world scenarios, it is desirable for embodied agents to have the ability to leverage human language to gain explicit or implicit knowledge for learning tasks. Despite recent progress, most previous approaches adopt simple low-level…

计算与语言 · 计算机科学 2024-11-01 Jiajun Xi , Yinong He , Jianing Yang , Yinpei Dai , Joyce Chai

One of the long-term goals of artificial intelligence is to build an agent that can communicate intelligently with human in natural language. Most existing work on natural language learning relies heavily on training over a pre-collected…

计算与语言 · 计算机科学 2017-05-30 Haichao Zhang , Haonan Yu , Wei Xu

In this paper, we extended the method proposed in [21] to enable humans to interact naturally with autonomous agents through vocal and textual conversations. Our extended method exploits the inherent capabilities of pre-trained large…

机器人学 · 计算机科学 2024-12-31 Linus Nwankwo , Elmar Rueckert

Natural language guided embodied task completion is a challenging problem since it requires understanding natural language instructions, aligning them with egocentric visual observations, and choosing appropriate actions to execute in the…

计算与语言 · 计算机科学 2022-05-20 Hyounghun Kim , Aishwarya Padmakumar , Di Jin , Mohit Bansal , Dilek Hakkani-Tur

Language is never spoken in a vacuum. It is expressed, comprehended, and contextualized within the holistic backdrop of the speaker's history, actions, and environment. Since humans are used to communicating efficiently with situated…

We are increasingly surrounded by artificially intelligent technology that takes decisions and executes actions on our behalf. This creates a pressing need for general means to communicate with, instruct and guide artificial agents, with…

Recent years have seen an increasing amount of work on embodied AI agents that can perform tasks by following human language instructions. However, most of these agents are reactive, meaning that they simply learn and imitate behaviors…

人工智能 · 计算机科学 2022-10-25 Yichi Zhang , Jianing Yang , Jiayi Pan , Shane Storks , Nikhil Devraj , Ziqiao Ma , Keunwoo Peter Yu , Yuwei Bao , Joyce Chai

Large Language Models have demonstrated remarkable capabilities in open-domain dialogues. However, current methods exhibit suboptimal performance in service dialogues, as they rely on noisy, low-quality human conversation data. This…

计算与语言 · 计算机科学 2026-05-06 Yuqin Dai , Ning Gao , Wei Zhang , Jie Wang , Zichen Luo , Jinpeng Wang , Yujie Wang , Ruiyuan Wu , Chaozheng Wang

Building a general-purpose intelligent home-assistant agent skilled in diverse tasks by human commands is a long-term blueprint of embodied AI research, which poses requirements on task planning, environment modeling, and object…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Xinyu Xu , Shengcheng Luo , Yanchao Yang , Yong-Lu Li , Cewu Lu

There is a growing interest in the community in making an embodied AI agent perform a complicated task while interacting with an environment following natural language directives. Recent studies have tackled the problem using ALFRED, a…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Van-Quang Nguyen , Masanori Suganuma , Takayuki Okatani

The development of embodied agents that can communicate with humans in natural language has gained increasing interest over the last years, as it facilitates the diffusion of robotic platforms in human-populated environments. As a step…

机器人学 · 计算机科学 2024-04-16 Roberto Bigazzi , Marcella Cornia , Silvia Cascianelli , Lorenzo Baraldi , Rita Cucchiara

Embodied AI agents continue to become more capable every year with the advent of new models, environments, and benchmarks, but are still far away from being performant and reliable enough to be deployed in real, user-facing, applications.…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Kunal Pratap Singh , Luca Weihs , Alvaro Herrasti , Jonghyun Choi , Aniruddha Kemhavi , Roozbeh Mottaghi

Human-robot collaboration is an essential research topic in artificial intelligence (AI), enabling researchers to devise cognitive AI systems and affords an intuitive means for users to interact with the robot. Of note, communication plays…

人工智能 · 计算机科学 2021-08-09 Qi Wu , Cheng-Ju Wu , Yixin Zhu , Jungseock Joo

Behavioral skills or policies for autonomous agents are conventionally learned from reward functions, via reinforcement learning, or from demonstrations, via imitation learning. However, both modes of task specification have their…

The reasoning capabilities of embodied agents introduce a critical, under-explored inferential privacy challenge, where the risk of an agent generate sensitive conclusions from ambient data. This capability creates a fundamental tension…

人机交互 · 计算机科学 2025-09-24 Shuning Zhang , Hong Jia , Simin Li , Ting Dang , Yongquan `Owen' Hu , Xin Yi , Hewu Li

With the rapid development of artificial intelligence, conversational bots have became prevalent in mainstream E-commerce platforms, which can provide convenient customer service timely. To satisfy the user, the conversational bots need to…

计算与语言 · 计算机科学 2021-09-23 Zhenyu Zhang , Tao Guo , Meng Chen